| Number of Variables | 11 |
|---|---|
| Number of Rows | 150000 |
| Missing Cells | 33655 |
| Missing Cells (%) | 2.0% |
| Duplicate Rows | 609 |
| Duplicate Rows (%) | 0.4% |
| Total Size in Memory | 13.7 MB |
| Average Row Size in Memory | 96.0 B |
| Variable Types |
|
| number_of_times_90_days_late and number_of_time_60_89_days_past_due_not_worse have similar distributions | Similar Distribution |
|---|---|
| monthly_income has 29731 (19.82%) missing values | Missing |
| number_of_dependents has 3924 (2.62%) missing values | Missing |
| revolving_utilization_of_unsecured_lines is skewed | Skewed |
| number_of_time_30_59_days_past_due_not_worse is skewed | Skewed |
| debt_ratio is skewed | Skewed |
| monthly_income is skewed | Skewed |
| number_of_open_credit_lines_and_loans is skewed | Skewed |
| number_of_times_90_days_late is skewed | Skewed |
| number_real_estate_loans_or_lines is skewed | Skewed |
| number_of_time_60_89_days_past_due_not_worse is skewed | Skewed |
|---|---|
| number_of_dependents is skewed | Skewed |
| serious_dlqin_2yrs has constant length 1 | Constant Length |
| revolving_utilization_of_unsecured_lines has 10878 (7.25%) zeros | Zeros |
| number_of_time_30_59_days_past_due_not_worse has 126018 (84.01%) zeros | Zeros |
| number_of_times_90_days_late has 141662 (94.44%) zeros | Zeros |
| number_real_estate_loans_or_lines has 56188 (37.46%) zeros | Zeros |
| number_of_time_60_89_days_past_due_not_worse has 142396 (94.93%) zeros | Zeros |
| number_of_dependents has 86902 (57.93%) zeros | Zeros |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 9900000 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 150000 |
numerical
| Approximate Distinct Count | 125728 |
|---|---|
| Approximate Unique (%) | 83.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 2400000 |
| Mean | 6.0484 |
| Minimum | 0 |
| Maximum | 50708 |
| Zeros | 10878 |
| Zeros (%) | 7.3% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0.02987 |
| Median | 0.1542 |
| Q3 | 0.559 |
| 95-th Percentile | 1 |
| Maximum | 50708 |
| Range | 50708 |
| IQR | 0.5292 |
| Mean | 6.0484 |
|---|---|
| Standard Deviation | 249.7554 |
| Variance | 62377.7452 |
| Sum | 907265.7082 |
| Skewness | 97.6306 |
| Kurtosis | 14544.2286 |
| Coefficient of Variation | 41.2925 |
numerical
| Approximate Distinct Count | 86 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 2400000 |
| Mean | 52.2952 |
| Minimum | 0 |
| Maximum | 109 |
| Zeros | 1 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 29 |
| Q1 | 41 |
| Median | 52 |
| Q3 | 63 |
| 95-th Percentile | 78 |
| Maximum | 109 |
| Range | 109 |
| IQR | 22 |
| Mean | 52.2952 |
|---|---|
| Standard Deviation | 14.7719 |
| Variance | 218.208 |
| Sum | 7.8443e+06 |
| Skewness | 0.189 |
| Kurtosis | -0.4947 |
| Coefficient of Variation | 0.2825 |
numerical
| Approximate Distinct Count | 16 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 2400000 |
| Mean | 0.421 |
| Minimum | 0 |
| Maximum | 98 |
| Zeros | 126018 |
| Zeros (%) | 84.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th Percentile | 2 |
| Maximum | 98 |
| Range | 98 |
| IQR | 0 |
| Mean | 0.421 |
|---|---|
| Standard Deviation | 4.1928 |
| Variance | 17.5794 |
| Sum | 63155 |
| Skewness | 22.5969 |
| Kurtosis | 522.3591 |
| Coefficient of Variation | 9.9583 |
numerical
| Approximate Distinct Count | 114194 |
|---|---|
| Approximate Unique (%) | 76.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 2400000 |
| Mean | 353.0051 |
| Minimum | 0 |
| Maximum | 329664 |
| Zeros | 4113 |
| Zeros (%) | 2.7% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0.004329 |
| Q1 | 0.1751 |
| Median | 0.3665 |
| Q3 | 0.8683 |
| 95-th Percentile | 2449 |
| Maximum | 329664 |
| Range | 329664 |
| IQR | 0.6932 |
| Mean | 353.0051 |
|---|---|
| Standard Deviation | 2037.8185 |
| Variance | 4.1527e+06 |
| Sum | 5.2951e+07 |
| Skewness | 95.1568 |
| Kurtosis | 13733.831 |
| Coefficient of Variation | 5.7728 |
numerical
| Approximate Distinct Count | 13594 |
|---|---|
| Approximate Unique (%) | 11.3% |
| Missing | 29731 |
| Missing (%) | 19.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 1924304 |
| Mean | 6670.2212 |
| Minimum | 0 |
| Maximum | 3.0088e+06 |
| Zeros | 1634 |
| Zeros (%) | 1.1% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 1300 |
| Q1 | 3400 |
| Median | 5400 |
| Q3 | 8249 |
| 95-th Percentile | 14587.6 |
| Maximum | 3.0088e+06 |
| Range | 3.0088e+06 |
| IQR | 4849 |
| Mean | 6670.2212 |
|---|---|
| Standard Deviation | 14384.6742 |
| Variance | 2.0692e+08 |
| Sum | 8.0222e+08 |
| Skewness | 114.0389 |
| Kurtosis | 19503.8945 |
| Coefficient of Variation | 2.1566 |
numerical
| Approximate Distinct Count | 58 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 2400000 |
| Mean | 8.4528 |
| Minimum | 0 |
| Maximum | 58 |
| Zeros | 1888 |
| Zeros (%) | 1.3% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 2 |
| Q1 | 5 |
| Median | 8 |
| Q3 | 11 |
| 95-th Percentile | 18 |
| Maximum | 58 |
| Range | 58 |
| IQR | 6 |
| Mean | 8.4528 |
|---|---|
| Standard Deviation | 5.146 |
| Variance | 26.4808 |
| Sum | 1.2679e+06 |
| Skewness | 1.2153 |
| Kurtosis | 3.0909 |
| Coefficient of Variation | 0.6088 |
numerical
| Approximate Distinct Count | 19 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 2400000 |
| Mean | 0.266 |
| Minimum | 0 |
| Maximum | 98 |
| Zeros | 141662 |
| Zeros (%) | 94.4% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th Percentile | 1 |
| Maximum | 98 |
| Range | 98 |
| IQR | 0 |
| Mean | 0.266 |
|---|---|
| Standard Deviation | 4.1693 |
| Variance | 17.3831 |
| Sum | 39896 |
| Skewness | 23.0871 |
| Kurtosis | 537.721 |
| Coefficient of Variation | 15.6756 |
numerical
| Approximate Distinct Count | 28 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 2400000 |
| Mean | 1.0182 |
| Minimum | 0 |
| Maximum | 54 |
| Zeros | 56188 |
| Zeros (%) | 37.5% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 1 |
| Q3 | 2 |
| 95-th Percentile | 3 |
| Maximum | 54 |
| Range | 54 |
| IQR | 2 |
| Mean | 1.0182 |
|---|---|
| Standard Deviation | 1.1298 |
| Variance | 1.2764 |
| Sum | 152736 |
| Skewness | 3.4824 |
| Kurtosis | 60.4748 |
| Coefficient of Variation | 1.1095 |
numerical
| Approximate Distinct Count | 13 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 2400000 |
| Mean | 0.2404 |
| Minimum | 0 |
| Maximum | 98 |
| Zeros | 142396 |
| Zeros (%) | 94.9% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th Percentile | 1 |
| Maximum | 98 |
| Range | 98 |
| IQR | 0 |
| Mean | 0.2404 |
|---|---|
| Standard Deviation | 4.1552 |
| Variance | 17.2655 |
| Sum | 36058 |
| Skewness | 23.3315 |
| Kurtosis | 545.6645 |
| Coefficient of Variation | 17.2854 |
numerical
| Approximate Distinct Count | 13 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 3924 |
| Missing (%) | 2.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 2337216 |
| Mean | 0.7572 |
| Minimum | 0 |
| Maximum | 20 |
| Zeros | 86902 |
| Zeros (%) | 57.9% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th Percentile | 3 |
| Maximum | 20 |
| Range | 20 |
| IQR | 1 |
| Mean | 0.7572 |
|---|---|
| Standard Deviation | 1.1151 |
| Variance | 1.2434 |
| Sum | 110612 |
| Skewness | 1.5882 |
| Kurtosis | 3.0015 |
| Coefficient of Variation | 1.4726 |